For companies
Expert judgment for your AI systems
We bring qualified professionals — clinicians, lawyers, engineers, researchers — to the problems where generalist annotation isn't good enough.
The problem
Models are being asked to do professional work — read a scan, interpret a clause, size a component, review a set of accounts. The failure mode isn’t an obviously wrong answer. It’s a fluent, confident answer that a practitioner would immediately recognise as unsafe.
Catching that requires someone who has done the work. Not someone following a rubric written by someone who has done the work — someone who has done it.
What we provide
Novel data creation
Problems and datasets that only practising professionals can produce, written from real casework rather than from public sources.
Expert evaluation
Assessment of model output against the standard a qualified professional would actually be held to in that field.
Domain annotation
Labelling and preference data from people who understand why one answer is better, not just that it is.
Advisory
Guidance on what a meaningful benchmark looks like in a given domain, and where your system is most likely to fail quietly.
How we vet
Every person who touches your project is a qualified practitioner, and we can show you why.
Credentials checked
Qualifications are verified against the relevant public register where one exists, not taken on trust from a CV.
Practice, not just paper
We look for current or recent working experience. A qualification on its own does not tell you whether someone still knows the standard.
Calibrated on real work
First submissions are reviewed and returned with feedback before anyone contributes to a live project.
How we work with you
- 1
Tell us the problem
What you're building or evaluating, and where you think expertise is missing.
- 2
We assemble the panel
We source and vet professionals in the exact domains you need.
- 3
Work begins with oversight
A named team runs the project, with quality review built in rather than bolted on.
- 4
You get usable output
Delivered in the format your team works in, with the reasoning documented.
Get in touch
Tell us what you’re building and which domains you need. We reply to every enquiry.